THE AI OPPORTUNITY
The AI Opportunity
This can become an important United AI Labs capability.
An AI-powered Data Integrity & Compliance Agent could continuously monitor metadata, integrations, quality results, validation documents, SOPs and system changes to:
Detect potential compliance gaps
Identify anomalous data movement
Explain data lineage
Find missing validation evidence
correlate changes with affected systems/data
Support audit preparation
Generate evidence packages for human review
Answer questions such as: “Show me where this clinical data originated and every transformation applied to it.”
AI should assist compliance teams rather than autonomously make regulated compliance determinations.
Solutions can be engineered to support applicable requirements and frameworks, including:
GxP
|
GMP
|
GCP
|
GLP
|
21 CFR Part 11
|
HIPAA
|
FDA-regulated environments
|
ALCOA+ data integrity principles